Mark Manager
An AI-powered bookmark platform to save, organize, and retrieve links through semantic search and contextual Q&A.
Hey, I’m
Abhay Parekh.
Full stack AI Engineer.
Open to SDE & AI/ML opportunities
I turn ideas into useful products—with thoughtful interfaces, dependable systems, and a little applied AI.
Curious by default.
Previously building at
JioPlatforms
Larsen & Toubro
JioPlatformsLarsen & Toubro02 / Selected work
Ideas, shipped.
A few things I’ve built while exploring the space between useful software and intelligent systems.
2024 — 2026
CryptoNova
A cryptocurrency tracking app with real-time data integration and an AI chatbot for quick user queries.
03 / The journey
Learning by doing.
From internal tools to retrieval pipelines. Real teams, real problems, and a lot of learning along the way.
- Worked on AI/ML-driven solutions and integrated intelligent components into real-world product workflows at one of India's largest telecom platforms.
- Built and optimized RAG pipelines using vector embeddings and semantic retrieval to power context-aware AI features for internal tools.
- Designed data preprocessing strategies and evaluation frameworks to improve model output quality and reduce hallucination in LLM responses.
- Collaborated with cross-functional teams across engineering and product to ship scalable AI features within agile sprint cycles.
PythonEmbeddingsRAGData Processing
Visit Jio Platforms Limited( A little context )
04 / 06Engineer by
training. Builder at heart.
I’m a Computer Engineering graduate from GCET, based in Vadodara. I enjoy the whole process: understanding a problem, sketching an interface, and building the systems that make it work.
My engineering approach is to keep things usable, fast, and maintainable. I care about frontend architecture that scales, APIs that don't leak complexity, and AI features that are grounded in real retrieval rather than hallucinated outputs. I think in systems but I build in components.
Right now, I’m going deeper into embeddings, RAG pipelines, and applied AI—and looking for a team where I can keep learning and contribute.
View my résuméEducation
B.Tech, Computer Engineering
G H Patel College of Engineering and Technology
2022 — 2026
Graduating CGPA8.66 / 10
From a spark.
To something useful.
A little structure. A little curiosity.
One idea, brought to life.
Tools of the trade
Frontend
ReactNext.jsTypeScriptJavaScriptTailwind CSS
Backend & data
Node.jsPythonFlaskASP.NETC#PHPMongoDBMySQLSQL Server
Applied AI
RAGLangChainEmbeddingsScikit-learnPandas
Everyday tools
GitGitHubPostman
The work behind the work
@Abhayp2004Loading GitHub contributions
05 / Off the clock
More than a code editor.
Notes on what I’m learning, and books that give me something to think about.
Oct 2025 · 5 min readAIRAGLLM
The Beginner's Guide to Retrieval-Augmented Generation (RAG)
Regular AI models are trained on a fixed snapshot of the world. RAG fixes that by enabling AI to search external sources and generate more reliable answers.
Sep 2025 · 3 min readPhilosophyLifeMindset
Life: You Live What You Believe
On a random day, sitting in my room, a thought struck me — the way we think, what we think, how we think, shapes everything we experience.
06 / Let’s build something
Good things start
with a hello.
Have a role, a project, or an interesting idea in mind? I’d love to hear about it.